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Active Learning

Active learning is a machine learning approach where the model is able to select and query the most informative data points from a large unlabeled dataset for annotation or labeling by an expert. Instead of relying solely on pre-labeled data, active learning allows the model to actively participate in the learning process by selecting the most valuable samples to be labeled.